| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.044 | -0.062 |
|
Retracted Output
|
1.347 | -0.050 |
|
Institutional Self-Citation
|
-0.825 | 0.045 |
|
Discontinued Journals Output
|
0.864 | -0.024 |
|
Hyperauthored Output
|
-1.067 | -0.721 |
|
Leadership Impact Gap
|
-0.074 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Yunnan University of Traditional Chinese Medicine demonstrates a generally positive scientific integrity profile, reflected in an overall risk score of 0.247. The institution exhibits significant strengths in maintaining low levels of academic endogamy and publication pressure, with very low risk signals in Institutional Self-Citation, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output. These results indicate robust internal controls and a culture that prioritizes substantive research over inflated metrics. However, this solid foundation is contrasted by two critical areas of vulnerability: a significant rate of retracted output and a medium-risk rate of publication in discontinued journals. These weaknesses suggest a need to strengthen pre-publication quality assurance and enhance researcher training on selecting reputable dissemination channels. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Medicine, Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology. To protect and enhance its reputation in these core fields, it is imperative to address the identified integrity risks, as they directly challenge the pursuit of scientific excellence and social responsibility. A focused strategy on improving publication oversight will ensure that the institution's strong research capacity translates into a trustworthy and globally respected scientific record.
The institution presents a Z-score of -0.044, which is slightly above the national average of -0.062. Although both values are within a low-risk range, this subtle difference suggests an incipient vulnerability that warrants monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation compared to the national baseline could be an early signal of practices aimed at strategically inflating institutional credit. It is advisable to review this trend periodically to ensure that all affiliations continue to reflect genuine and substantial collaborative contributions.
With a Z-score of 1.347, the institution shows a severe discrepancy compared to the national average of -0.050. This atypical level of risk activity is a critical alert that requires a deep integrity assessment. Retractions are complex events, but a rate significantly higher than the norm, as indicated by this Z-score, points to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that demands immediate qualitative verification by management.
The institution's Z-score of -0.825 stands in stark contrast to the national average of 0.045, demonstrating a commendable preventive isolation from risk dynamics observed elsewhere in the country. This very low rate indicates a healthy integration with the global scientific community, effectively avoiding the 'echo chambers' that can arise from excessive internal validation. By maintaining this external focus, the institution ensures its academic influence is a result of broad community recognition rather than being inflated by endogamous dynamics, reinforcing the credibility of its impact.
The institution's Z-score of 0.864 represents a moderate deviation from the national average of -0.024, indicating a greater sensitivity to this risk factor than its peers. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score suggests that a significant portion of scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.067, the institution displays a more prudent profile than the national standard, which has a score of -0.721. This indicates that the institution manages its authorship attribution processes with more rigor than the national average. This controlled approach helps ensure that author lists accurately reflect meaningful contributions, thereby maintaining individual accountability and transparency and effectively mitigating the risks of 'honorary' or political authorship practices that can dilute the value of scientific work.
The institution's Z-score of -0.074 marks a slight divergence from the national context, where the average is -0.809. This value indicates the presence of a minor risk signal that is not apparent in the rest of the country. A positive gap can suggest that scientific prestige is dependent on external partners rather than being structurally generated from within. While the current level is low, this signal invites reflection on whether the institution's excellence metrics result from its own internal capacity and intellectual leadership or from strategic positioning in collaborations where it plays a secondary role.
The institution's Z-score of -1.413 is exceptionally low, particularly when compared to the national average of 0.425. This result shows a clear preventive isolation, where the institution does not replicate the risk dynamics observed nationally. This absence of hyperprolific authors suggests a healthy balance between quantity and quality in its research output. It indicates that the institutional culture effectively discourages practices such as coercive authorship or assigning credit without real participation, thereby prioritizing the integrity of the scientific record over the simple inflation of metrics.
With a Z-score of -0.268, the institution's risk level is very low and consistent with the low-risk national standard of -0.010. This absence of risk signals demonstrates a healthy publication strategy that does not excessively rely on its own journals. By avoiding potential conflicts of interest where the institution acts as both judge and party, it ensures its scientific production undergoes independent external peer review. This practice enhances the global visibility and credibility of its research, steering clear of academic endogamy and the use of internal channels as 'fast tracks' to inflate productivity.
The institution exhibits total operational silence in this area, with a Z-score of -1.186 that is even lower than the already minimal national average of -0.515. This exceptional result indicates a robust defense against the practice of data fragmentation or 'salami slicing.' It reflects a research culture that values the publication of coherent, significant studies over the artificial inflation of productivity by dividing work into minimal publishable units. This commitment to substantive new knowledge strengthens the scientific record and shows respect for the academic review system.